{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f4458b14",
   "metadata": {},
   "source": [
    "## 可视化库matplotlib\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f99fc2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f33f824a",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e55e3d25",
   "metadata": {},
   "source": [
    "最基本的一个图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d7fd9cf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'ylabel')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,4,5],[1,4,9,16,25])\n",
    "plt.xlabel('xlabel',fontsize=16)\n",
    "plt.ylabel('ylabel')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50c231f9",
   "metadata": {},
   "source": [
    "不同的线条\n",
    "\n",
    "字符|类型 | 字符|类型\n",
    "---|--- | --- | ---\n",
    "`  '-'\t`| 实线 | `'--'`|\t虚线\n",
    "`'-.'`|\t虚点线 | `':'`|\t点线\n",
    "`'.'`|\t点 | `','`| 像素点\n",
    "`'o'`\t|圆点 | `'v'`|\t下三角点\n",
    "`'^'`|\t上三角点 | `'<'`|\t左三角点\n",
    "`'>'`|\t右三角点 | `'1'`|\t下三叉点\n",
    "`'2'`|\t上三叉点 | `'3'`|\t左三叉点\n",
    "`'4'`|\t右三叉点 | `'s'`|\t正方点\n",
    "`'p'`\t| 五角点 | `'*'`|\t星形点\n",
    "`'h'`|\t六边形点1 | `'H'`|\t六边形点2 \n",
    "`'+'`|\t加号点 | `'x'`|\t乘号点\n",
    "`'D'`|\t实心菱形点 | `'d'`|\t瘦菱形点 \n",
    "`'_'`|\t横线点 | |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c982091f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'ylabel')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,4,5],[1,4,9,16,25],':')\n",
    "plt.xlabel('xlabel',fontsize=16)\n",
    "plt.ylabel('ylabel',fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "193598d1",
   "metadata": {},
   "source": [
    "颜色 ，表示颜色的字符参数有\n",
    "\n",
    "字符 | 颜色\n",
    "-- | -- \n",
    "`‘b’`|\t蓝色，blue\n",
    "`‘g’`|\t绿色，green\n",
    "`‘r’`|\t红色，red\n",
    "`‘c’`|\t青色，cyan\n",
    "`‘m’`|\t品红，magenta\n",
    "`‘y’`|\t黄色，yellow\n",
    "`‘k’`|\t黑色，black\n",
    "`‘w’`|\t白色，white"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6f29a16d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'ylabel')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,4,5],[1,4,9,16,25],'--',color='r')\n",
    "plt.xlabel('xlabel',fontsize=16)\n",
    "plt.ylabel('ylabel',fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fdcc42bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'ylabel')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2,3,4,5],[1,4,9,16,25],'ro')\n",
    "plt.xlabel('xlabel',fontsize=16)\n",
    "plt.ylabel('ylabel',fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35b0b878",
   "metadata": {},
   "source": [
    "## 子图与标注\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e476f462",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1c718890>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tang_numpy = np.arange(0,10,0.5)\n",
    "plt.plot(tang_numpy,tang_numpy,'r--')\n",
    "plt.plot(tang_numpy,tang_numpy ** 2,'bs')\n",
    "plt.plot(tang_numpy,tang_numpy ** 3,'go')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "185bcd60",
   "metadata": {},
   "source": [
    "绘制多个线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ae4d1266",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1df38c10>,\n",
       " <matplotlib.lines.Line2D at 0x1df1df382d0>,\n",
       " <matplotlib.lines.Line2D at 0x1df1df2f3d0>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tang_numpy = np.arange(0,10,0.5)\n",
    "plt.plot(tang_numpy,tang_numpy,'r--',\n",
    "         tang_numpy,tang_numpy ** 2,'bs',\n",
    "        tang_numpy,tang_numpy ** 3,'go')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a857c7a1",
   "metadata": {},
   "source": [
    "指定线条宽度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e56d67a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1debcb90>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10,10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y,linewidth=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "30ed8f8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1e06c950>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,color='b',linestyle=':',marker='o',markerfacecolor='r',markersize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76ce0e6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line = plt.plot(x,y)\n",
    "plt.setp(line,color='r',linewidth=2.0,alpha=0.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95ac5635",
   "metadata": {},
   "source": [
    "子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2b72b07e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1f508050>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 211 表示一会要画的图是2行一列，最后一个1表示的是子图当中的第1个图\n",
    "plt.subplot(211)\n",
    "plt.plot(x,y,color='r')\n",
    "\n",
    "## 211 表示一会要画的图是2行一列，最后一个1表示的是子图当中的第2个图\n",
    "plt.subplot(212)\n",
    "plt.plot(x,y,color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4d7b51c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1f4bdc90>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 211 表示一会要画的图是2行一列，最后一个1表示的是子图当中的第1个图\n",
    "plt.subplot(121)\n",
    "plt.plot(x,y,color='r')\n",
    "\n",
    "## 211 表示一会要画的图是1行2列，最后一个1表示的是子图当中的第2个图\n",
    "plt.subplot(122)\n",
    "plt.plot(x,y,color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e4da89d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1df1f678890>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 211 表示一会要画的图是2行一列，最后一个1表示的是子图当中的第1个图\n",
    "plt.subplot(321)\n",
    "plt.plot(x,y,color='r')\n",
    "\n",
    "## 211 表示一会要画的图是1行2列，最后一个1表示的是子图当中的第2个图\n",
    "plt.subplot(324)\n",
    "plt.plot(x,y,color='b')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33c13fea",
   "metadata": {},
   "source": [
    "给图加上注释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8d21eed9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-2, 0.3, 'tangyudi')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,color='b',linestyle=':',marker='o',markerfacecolor='r',markersize=10)\n",
    "plt.xlabel('x:--')\n",
    "plt.ylabel('y:--')\n",
    "plt.title('tang yu di:--')\n",
    "plt.text(0,0,'tang yu di')\n",
    "plt.grid(True)\n",
    "plt.annotate('tangyudi',xy=(-5,0),xytext=(-2,0.3),arrowprops=dict(facecolor='red',shrink=0.05,headlength=20,headwidth=20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec43a367",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
